Mohammed Hamdy's picture

Mohammed Hamdy

mmhamdy

hugging-science

·

AI & ML interests

TechBio | AI4Sci | NLP | Reinforcement Learning

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upvoted an article 28 days ago

Continuous batching from first principles

reacted to Kseniase's post with ❤️ about 1 month ago

12 Types of JEPA Since Yann LeCun together with Randall Balestriero released a new paper on JEPA (Joint-Embedding Predictive Architecture), laying out its theory and introducing an efficient practical version called LeJEPA, we figured you might need even more JEPA. Here are 7 recent JEPA variants plus 5 iconic ones: 1. LeJEPA → https://huggingface.co/papers/2511.08544 Explains a full theory for JEPAs, defining the “ideal” JEPA embedding as an isotropic Gaussian, and proposes the SIGReg objective to push JEPA toward this ideal, resulting in practical LeJEPA 2. JEPA-T → https://huggingface.co/papers/2510.00974 A text-to-image model that tokenizes images and captions with a joint predictive Transformer, enhances fusion with cross-attention and text embeddings before training loss, and generates images by iteratively denoising visual tokens conditioned on text 3. Text-JEPA → https://huggingface.co/papers/2507.20491 Converts natural language into first-order logic, with a Z3 solver handling reasoning, enabling efficient, explainable QA with far lower compute than large LLMs 4. N-JEPA (Noise-based JEPA) → https://huggingface.co/papers/2507.15216 Connects self-supervised learning with diffusion-style noise by using noise-based masking and multi-level schedules, especially improving visual classification 5. SparseJEPA → https://huggingface.co/papers/2504.16140 Adds sparse representation learning to make embeddings more interpretable and efficient. It groups latent variables by shared semantic structure using a sparsity penalty while preserving accuracy 6. TS-JEPA (Time Series JEPA) → https://huggingface.co/papers/2509.25449 Adapts JEPA to time-series by learning latent self-supervised representations and predicting future latents for robustness to noise and confounders Read further below ↓ It you like it, also subscribe to the Turing Post: https://www.turingpost.com/subscribe

liked a Space about 2 months ago

HuggingFaceH4/on-policy-distillation

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mmhamdy 's models 17

mmhamdy/speecht5-finetuned-fleurs-it-it

Text-to-Speech • Updated Aug 28, 2023 • 15

mmhamdy/whisper-tiny-finetuned-minds14-en-us

Automatic Speech Recognition • Updated Aug 26, 2023 • 10

mmhamdy/whisper-tiny-finetuned-gtzan

Audio Classification • Updated Aug 25, 2023 • 11

mmhamdy/poca-SoccerTwos

Reinforcement Learning • Updated May 26, 2023

mmhamdy/vizdoom_health_gathering_supreme

Reinforcement Learning • Updated May 22, 2023

mmhamdy/ppo-LunarLander-v2-2

Reinforcement Learning • Updated May 19, 2023

mmhamdy/a2c-PandaReachDense-v2

Reinforcement Learning • Updated May 18, 2023 • 4

mmhamdy/a2c-AntBulletEnv-v0

Reinforcement Learning • Updated May 17, 2023 • 4

mmhamdy/Reinforce-Pixelcopter-PLE-v0

Reinforcement Learning • Updated Mar 16, 2023

mmhamdy/ppo-Pyramids

Reinforcement Learning • Updated Mar 8, 2023 • 29

mmhamdy/ppo-SnowballTarget

Reinforcement Learning • Updated Mar 8, 2023 • 18

mmhamdy/Reinforce-CartPole-v1

Reinforcement Learning • Updated Mar 7, 2023

mmhamdy/dqn-SpaceInvadersNoFrameskip-v4

Reinforcement Learning • Updated Mar 3, 2023 • 3

mmhamdy/q-Taxi-v3

Reinforcement Learning • Updated Mar 2, 2023

mmhamdy/q-FrozenLake-v1-4x4-noSlippery

Reinforcement Learning • Updated Mar 2, 2023

mmhamdy/ppo-Huggy

Reinforcement Learning • Updated Feb 26, 2023 • 33

mmhamdy/ppo-LunarLander-v2

Reinforcement Learning • Updated Feb 26, 2023 • 3